{"id":"W7133024820","doi":"","title":"Design and Evaluation of a Hand Hygiene Prompting System for Private Residences","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Hygiene; Intervention (counseling); Hand washing; Control (management); Microcontroller; Infection control","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009639787,0.0004064885,0.0009930553,0.0004790737,0.0008704946,0.00006804396,0.0001351654,0.0003596754,0.0002778424],"category_scores_gemma":[0.004259581,0.0004207969,0.0001327524,0.0004357004,0.00009344916,0.0001225325,0.00003946216,0.0004500368,0.000003074412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008649894,"about_ca_system_score_gemma":0.002155883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000871492,"about_ca_topic_score_gemma":0.00009998563,"domain_scores_codex":[0.994573,0.001568017,0.001126184,0.0007682223,0.001499248,0.0004653322],"domain_scores_gemma":[0.9922709,0.001541841,0.001766842,0.000439437,0.003830259,0.0001506604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02460284,0.0005182205,0.00665772,0.1618353,0.002386985,0.00003209785,0.2898599,0.03822381,0.3400921,0.0045839,0.0004086956,0.1307984],"study_design_scores_gemma":[0.01400621,0.006467538,0.0131044,0.01531666,0.007321049,0.0001185989,0.1848198,0.6439269,0.1131274,0.0003825872,0.0004399933,0.000968856],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537574,0.01550514,0.009616179,0.0007067149,0.002632548,0.01719837,0.00001701961,0.00007216969,0.000494459],"genre_scores_gemma":[0.9916074,0.0001638867,0.002999695,0.00001765399,0.0003560094,0.003344773,0.0002390459,0.00008070871,0.001190799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6057031,"threshold_uncertainty_score":0.9998244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1082285028296095,"score_gpt":0.4446626092315369,"score_spread":0.3364341064019273,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}